On knowledge-based neural networks and neuro-space mapping
| dc.contributor.author | Rayas-Sánchez, José E. | |
| dc.contributor.author | Zhang, Qi J. | |
| dc.date.accessioned | 2013-05-21T19:14:54Z | |
| dc.date.available | 2013-05-21T19:14:54Z | |
| dc.date.issued | 2012-06 | |
| dc.description | This article reviews the most significant milestones in CAD methodologies for intelligent EM-based modeling and design optimization using artificial neural networks and space mapping. We consider knowledge-based and automatic neural network model generation based on advanced data sampling algorithms. Computationally efficient neural space mapping methods for highly accurate EM-based modeling, statistical analysis and yield estimation are described. We briefly compare different strategies for developing suitable (input and output) neuro-mappings. Inverse modeling exploiting neural networks is addressed, including neural inverse space mapping optimization. Embedded passives, microstrip filters, active devices and waveguide structures illustrate the techniques. | es |
| dc.description.sponsorship | ITESO, A.C. | es |
| dc.identifier.citation | J. E. Rayas-Sánchez and Q. J. Zhang, “On knowledge-based neural networks and neuro-space mapping,” in IEEE MTT-S Int. Microwave Symp. Dig., Montreal, Canada, Jun. 2012, pp. 1-3. (ISSN: 0149-645X; E-ISBN: 978-1-4673-1086-4; P-ISBN: 978-1-4673-1085-7; DOI: 10.1109/MWSYM.2011.5972954) | es |
| dc.identifier.uri | http://hdl.handle.net/11117/618 | |
| dc.language.iso | eng | es |
| dc.publisher | IEEE MTT-S International Microwave Symposium | es |
| dc.relation.ispartofseries | IEEE MTT-S International Microwave Symposium;2012 | |
| dc.rights.uri | http://quijote.biblio.iteso.mx/licencias/CC-BY-NC-ND-2.5-MX.pdf | es |
| dc.subject | Space Mapping | es |
| dc.subject | Electromagnetic Based Optimization | es |
| dc.subject | Neural Networks | es |
| dc.subject | Knowledge Based Techniques | es |
| dc.title | On knowledge-based neural networks and neuro-space mapping | es |
| dc.type | info:eu-repo/semantics/article | es |
| rei.peerreviewed | Yes | es |
| rei.revisor | IEEE MTT-S International Microwave Symposium |
Archivos
Bloque original
1 - 1 de 1
No hay miniatura disponible
- Nombre:
- Rayas_12Jun_On_KBNN_&_NSM.pdf
- Tamaño:
- 741.58 KB
- Formato:
- Adobe Portable Document Format
- Descripción:
- Article